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All Journal Jurnal Simetris TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Kajian Informasi & Perpustakaan InfoTekJar : Jurnal Nasional Informatika dan Teknologi Jaringan JOIN (Jurnal Online Informatika) Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer Jurnal Informatika Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal SOLMA Conference SENATIK STT Adisutjipto Yogyakarta PROCESSOR Jurnal Ilmiah Sistem Informasi, Teknologi Informasi dan Sistem Komputer Angkasa: Jurnal Ilmiah Bidang Teknologi Compiler KACANEGARA Jurnal Pengabdian pada Masyarakat JISKa (Jurnal Informatika Sunan Kalijaga) Aviation Electronics, Information Technology, Telecommunications, Electricals, Controls (AVITEC) Abdi: Jurnal Pengabdian dan Pemberdayaan Masyarakat International Journal of Engineering, Technology and Natural Sciences (IJETS) SKANIKA: Sistem Komputer dan Teknik Informatika JURPIKAT (Jurnal Pengabdian Kepada Masyarakat) Journal of Applied Data Sciences
Wintolo, Hero
Institut Teknologi Dirgantara Adisutjipto
Aerospace Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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The CNN Model with YOLO Architecture for Ultrasonography Images in Early Breast Cancer Detection Ayuningtyas, Astika; Wintolo, Hero; Sumari, Arwin Datumaya Wahyudi; Setyaningsih, Emy; Pujiastuti, Asih; Honggowibowo, Anton Setiawan; Nuryatno, Edi Triono; Kusumaningrum, Anggraini
Journal of Applied Data Sciences Vol 6, No 2: MAY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i2.587

Abstract

The rapid development of object detection technology has opened new opportunities in the healthcare sector, especially in early cancer detection. This paper presents a deep learning-based breast cancer detection system using ultrasound images. The primary goal of this study is to create a model that can effectively differentiate between malignant and benign breast tumors, assisting in early diagnosis. The proposed system employs the Convolutional Neural Network (CNN) algorithm with You Only Look Once version 5 (YOLOv5) architecture, which is renowned for its high speed and accuracy in object detection tasks. A dataset comprising 10,954 ultrasound images was used to train the model, with 70% allocated for training, 20% for validation, and 10% for testing. The study reveals that the model achieves a high accuracy rate of 92.8% for malignant tumor detection and 99.1% for benign tumors, with precision rates of 99.6% for malignant tumors and 97.5% for benign tumors. These results demonstrate the feasibility of the proposed model as a reliable tool for early breast cancer detection. The findings highlight the potential of deep learning in medical image processing, suggesting that this technology could be further developed into an accessible, efficient early detection system for breast cancer in clinical settings. Future research could explore the integration of additional imaging modalities and the application of this model in real-world healthcare environments
Co-Authors . Sudaryanto Abdul Fadlil Addiwinoto, Gunawan Aditya Wisnu Pratama Aditya, Reza Aditya, Reza Aji, Bimio Wahyu Amalia Farhati Aminuyati Anggit Tri Widiastuti Anggit Tri Widiastuti, Anggit Tri Anggraini Kusumaningrum Anggraini Kusumaningrum Anggraini Kusumaningrum Anggraini Kusumaningrum, Anggraini Anton Setiawan Honggowibowo Anton Yudhana Arief Dwi Nugroho ARIF HIDAYATULLAH Aris Rakhmadi Arwin Datumaya Wahyudi Sumari Astika AyuningTyas, Astika Astuti, Ellyana Mega Dewantri Bambang Sudibya Bambang Sudibya, Bambang Basuki Nugroho Susanto Basuki Nugroho Susanto, Basuki Nugroho Bimio Wahyu Aji Chris Tri Widyarto Christoporus Galih Pramudito Deny Hp., Fathul Fata Derry Purnamasari Derry Purnamasari, Derry Devia Tito Setyaningsih Dewi Retnowati, Nurcahyani Dewi Soyusiawaty Dwi Nugrahenny Dwi Nugrahenny, Dwi Dwi Nugraheny Dwi Nugraheny Dwi Nugraheny, Dwi Dwi Paradita, Lalu Septian Edi Triono Nuryatno Emy Setyaningsih Evi Wahyuningsih Eviana Yulianti Saputri Fathul Fata Deny Hp. Fera Suprapti Friska Ayu Dhawara Galih Andita Sukma Gilang Wiratmaja Gregorius Ferdian F.D.Setyawan Gunawan Addiwinoto Habib Satrio Atmojo Handoko Widya Kusuma Harliyus Agustian Haruno Sajati Hasibuan, Piniel Romulia Ibrahim Saleh Ibrahim, Andi Ahmad Iswar Ida Ayu Putu Sri Widnyani Imam Riadi Irawaty, Mardiana Khairur Razikin Kusumaningrum, Anggaraini Lalu Septian Dwi Paradita Lalu Suwandi Yusuf Muhamad Hafish Muhammad Imam, Muhammad Muhammad Rivai Ngadiyono Ngadiyono, Ngadiyono Nurcahyani Dewi Retnowati Nuryatno, Edi Triono Omara, Safik Piniel Romulia Hasibuan Pradana Nur Prasetya Pramudito, Christoporus Galih Prasetya, Pradana Nur Prasetyo Fendriyanto, Prasetyo Pratama, Aditya Wisnu Prayogi, Yogi Priyo Pujiastuti, Asih Putri Silmina, Esi Qurniawan, Wawan Razikin, Khairur Rindu Alriavindra Funny Rivcky Septianto RIYAN ANDRIYANTO Safik Omara Saiful Bahri Salam Aryanto Saleh, Ibrahim Saputri, Eviana Yulianti Septianto, Rivcky Setiawan Honggowibowo, Anton Seto, Moh.Bambang Haryo Setyaningsih, Devia Tito Setyoadi, Wangsit Sri Mulyani SUDARYANTO SUDARYANTO Sudaryanto Sudaryanto Suhirman Sukma, Galih Andita Sumarsono Sumarsono Sumarsono Sumarsono Sunardi Suprapti, Fera SUWITO SUWITO Suwito Suwito Syafrudin Abdie Wahyu Hamdani Wangsit Setyoadi Wawan Qurniawan Widyarto, Chris Tri Wiratmaja, Gilang Wiwik Handayani Yenni Astuti Yenni Astuti, Yenni Yogi Priyo Prayogi Yuliani Indrianingsih Yuliani Indrianingsih Yuliani Indrianingsih Yuliani Indrianingsih Yuliani Indrianingsih Yusuf, Lalu Suwandi Zulham Zulham Zuliana Zuliana Zuliana, Zuliana